Retrieval-Augmented Meta Learning for Low-Resource Text Classification

10 September 2023

Papers citing "Retrieval-Augmented Meta Learning for Low-Resource Text Classification"

29 / 29 papers shown

Title
Retro-li: Small-Scale Retrieval Augmented Generation Supporting Noisy Similarity Searches and Domain Shift Generalization Gentiana Rashiti G. Karunaratne Mrinmaya Sachan Abu Sebastian Abbas Rahimi RALM 212 0 0 12 Sep 2024
Towards Compact 3D Representations via Point Feature Enhancement Masked Autoencoders Yaohua Zha Huizhen Ji Jinmin Li Rongsheng Li Tao Dai Bin Chen Zhi Wang Shu-Tao Xia 3DPC 90 30 0 17 Dec 2023
On the (In)Effectiveness of Large Language Models for Chinese Text Correction Hai-Tao Zheng Haojing Huang Shirong Ma Yong Jiang Yongqian Li F. Zhou Haitao Zheng Qingyu Zhou 65 47 0 18 Jul 2023
Named Entity and Relation Extraction with Multi-Modal Retrieval Xinyu Wang Jiong Cai Yong Jiang Pengjun Xie Kewei Tu Wei Lu 77 52 0 03 Dec 2022
Domain-Specific NER via Retrieving Correlated Samples Xin Zhang Yong Jiang Xiaobin Wang Xuming Hu Yueheng Sun Pengjun Xie Meishan Zhang 87 14 0 27 Aug 2022
Automatic Context Pattern Generation for Entity Set Expansion Hai-Tao Zheng Shulin Huang Xinwei Zhang Qingyu Zhou Yongqian Li Ruiyang Liu Yunbo Cao Haitao Zheng Ying Shen 88 23 0 17 Jul 2022
Decoupling Knowledge from Memorization: Retrieval-augmented Prompt Learning Xiang Chen Lei Li Ningyu Zhang Xiaozhuan Liang Shumin Deng Chuanqi Tan Fei Huang Luo Si Huajun Chen VLM 65 54 0 29 May 2022
Contrastive Learning with Hard Negative Entities for Entity Set Expansion Hai-Tao Zheng Yongqian Li Yuxin He Tianyu Yu Ying Shen Haitao Zheng 59 32 0 16 Apr 2022
Improving language models by retrieving from trillions of tokens Sebastian Borgeaud A. Mensch Jordan Hoffmann Trevor Cai Eliza Rutherford ... Simon Osindero Karen Simonyan Jack W. Rae Erich Elsen Laurent Sifre KELM RALM 247 1,099 0 08 Dec 2021
Human Parity on CommonsenseQA: Augmenting Self-Attention with External Attention Yichong Xu Chenguang Zhu Shuohang Wang Siqi Sun Hao Cheng Xiaodong Liu Jianfeng Gao Pengcheng He Michael Zeng Xuedong Huang LRM 277 59 0 06 Dec 2021
Are we ready for a new paradigm shift? A Survey on Visual Deep MLP Ruiyang Liu Hai-Tao Zheng Li Tao Dun Liang Haitao Zheng 155 99 0 07 Nov 2021
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing Pengfei Liu Weizhe Yuan Jinlan Fu Zhengbao Jiang Hiroaki Hayashi Graham Neubig VLM SyDa 218 3,987 0 28 Jul 2021
GPT Understands, Too Xiao Liu Yanan Zheng Zhengxiao Du Ming Ding Yujie Qian Zhilin Yang Jie Tang VLM 168 1,179 0 18 Mar 2021
Prefix-Tuning: Optimizing Continuous Prompts for Generation Xiang Lisa Li Percy Liang 248 4,298 0 01 Jan 2021
Distilling Knowledge from Reader to Retriever for Question Answering Gautier Izacard Edouard Grave RALM 246 266 0 08 Dec 2020
Self-Supervised Meta-Learning for Few-Shot Natural Language Classification Tasks Trapit Bansal Rishikesh Jha Tsendsuren Munkhdalai Andrew McCallum SSL VLM 87 88 0 17 Sep 2020
Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering Gautier Izacard Edouard Grave RALM 137 1,178 0 02 Jul 2020
Meta-Learning in Neural Networks: A Survey Timothy M. Hospedales Antreas Antoniou P. Micaelli Amos Storkey OOD 393 1,987 0 11 Apr 2020
REALM: Retrieval-Augmented Language Model Pre-Training Kelvin Guu Kenton Lee Zora Tung Panupong Pasupat Ming-Wei Chang RALM 140 2,114 0 10 Feb 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 348 1,617 0 21 Jan 2020
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Zhenzhong Lan Mingda Chen Sebastian Goodman Kevin Gimpel Piyush Sharma Radu Soricut SSL AIMat 371 6,463 0 26 Sep 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,295 0 27 Aug 2019
Multi-passage BERT: A Globally Normalized BERT Model for Open-domain Question Answering Zhiguo Wang Patrick Ng Xiaofei Ma Ramesh Nallapati Bing Xiang OOD 70 244 0 22 Aug 2019
Sarcasm Detection using Hybrid Neural Network Rishabh Misra Prahal Arora 47 74 0 20 Aug 2019
Zero-Shot Visual Recognition using Semantics-Preserving Adversarial Embedding Networks Long Chen Hanwang Zhang Jun Xiao Wen Liu Shih-Fu Chang 82 289 0 05 Dec 2017
Learning to Compare: Relation Network for Few-Shot Learning Flood Sung Yongxin Yang Li Zhang Tao Xiang Philip Torr Timothy M. Hospedales 304 4,050 0 16 Nov 2017
Reading Wikipedia to Answer Open-Domain Questions Danqi Chen Adam Fisch Jason Weston Antoine Bordes RALM 118 2,018 0 31 Mar 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 825 11,937 0 09 Mar 2017
Matching Networks for One Shot Learning Oriol Vinyals Charles Blundell Timothy Lillicrap Koray Kavukcuoglu Daan Wierstra VLM 373 7,333 0 13 Jun 2016